{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Solaris Multimodal Preprocessing Library\n",
    "# Tutorial Part 3: SAR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/sol/conda/envs/solaris/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:526: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
      "/home/sol/conda/envs/solaris/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:527: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
      "/home/sol/conda/envs/solaris/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:528: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
      "/home/sol/conda/envs/solaris/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:529: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
      "/home/sol/conda/envs/solaris/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:530: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
      "/home/sol/conda/envs/solaris/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:535: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import os\n",
    "\n",
    "import solaris.preproc.pipesegment as pipesegment\n",
    "import solaris.preproc.image as image\n",
    "import solaris.preproc.sar as sar\n",
    "import solaris.preproc.optical as optical\n",
    "import solaris.preproc.label as label\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [4, 4]\n",
    "datadir = '../../../solaris/data/preproc_tutorial'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the third example of the preprocessing library, we'll look at synthetic aperture radar (SAR) data.  SAR requires a number of specialized processing steps to go from complex data to the most widely-used finished products.  A typical workflow might be:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"../../../solaris/data/preproc_tutorial/example3flowchart.png\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And here's a class to do that, with `ShowImage` objects added to illustrate some of the steps:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Intensity\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Multilook (Boxcar Filter)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Conversion to Decibels\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Orthorectification\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<solaris.preproc.image.Image at 0x7f3c77bc6690>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "class SARClass(pipesegment.PipeSegment):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.feeder = (\n",
    "            image.LoadImage(os.path.join(datadir, 'sar_hh.tif'))\n",
    "            * sar.CapellaScaleFactor()\n",
    "            * sar.Intensity() * image.ShowImage(caption='Intensity')\n",
    "            * sar.Multilook(2) * image.ShowImage(caption='Multilook (Boxcar Filter)')\n",
    "            * sar.Decibels() * image.ShowImage(caption='Conversion to Decibels')\n",
    "            * sar.Orthorectify(projection = 32631, row_res=3, col_res=3) * image.ShowImage(caption='Orthorectification')\n",
    "            * image.SaveImage(os.path.join(datadir, 'output3a.tif'))\n",
    "        )\n",
    "\n",
    "sar_processing = SARClass()\n",
    "sar_processing()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The API reference lists possible arguments for these various classes.  Things like the kernel size of the `Multilook` filter and how the `Decibel` class handles zeros can be adjusted through arguments."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Also in `preproc.sar` are classes for several polarimetric decompositions, including Freeman-Durden (for quad pol) and H-Alpha (for dual pol).  A Pauli decomposition is shown here:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<solaris.preproc.image.Image at 0x7f3c77da4b10>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "class SARDecomposition(pipesegment.PipeSegment):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        loadlist = [image.LoadImage(os.path.join(datadir, file)) \n",
    "                    * sar.CapellaScaleFactor() for file in \n",
    "                    ['sar_hh.tif', 'sar_hv.tif', 'sar_vh.tif', 'sar_vv.tif']]\n",
    "        stack = np.sum(loadlist) * image.MergeToStack()\n",
    "        self.feeder = (\n",
    "            stack\n",
    "            * sar.DecompositionPauli(hh_band=0, vv_band=3, xx_band=1)\n",
    "            * sar.Multilook(2)\n",
    "            * sar.Decibels()\n",
    "            * sar.Orthorectify(projection = 32631, row_res=3, col_res=3)\n",
    "            * image.SaveImage(os.path.join(datadir, 'output3b.tif'))\n",
    "            * image.ShowImage(bands=[1,2,0], vmin=-20, vmax=0)\n",
    "        )\n",
    "\n",
    "sar_decomposition = SARDecomposition()\n",
    "sar_decomposition()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the code above, note how `np.sum()` respects the special meaning of `+` for `PipeSegment` subclasses."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 3 Follow-Up: Masking and Multimodal Datasets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Multimodal datasets contain multiple types of data covering the same area.  A common task when preparing such datasets is taking a mask from one data source and applying it to another.  \n",
    "\n",
    "Suppose we have two equal-sized images covering the same area: a SAR image which is masked, and an optical image which isn't.  To apply the mask from the former to the latter:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<solaris.preproc.image.Image at 0x7f3c7624e050>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "class TransferMask(pipesegment.PipeSegment):\n",
    "    def __init__(self, masked_path, unmasked_path, output_path):\n",
    "        super().__init__()\n",
    "        load_masked = image.LoadImage(masked_path) * image.ShowImage(bands=[0])\n",
    "        load_unmasked = image.LoadImage(unmasked_path) * image.ShowImage()\n",
    "        get_mask = image.GetMask()\n",
    "        set_mask = image.SetMask(0)\n",
    "        save_output = image.SaveImage(output_path) * image.ShowImage()\n",
    "        self.feeder = (load_unmasked + load_masked * get_mask) * set_mask * save_output\n",
    "\n",
    "masked_path = os.path.join(datadir, 'sar_masked.tif')\n",
    "unmasked_path = os.path.join(datadir, 'rgb_unmasked.tif')\n",
    "output_path = os.path.join(datadir, 'output3c.tif')\n",
    "transfer_mask = TransferMask(masked_path, unmasked_path, output_path)\n",
    "transfer_mask()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `SetMask` class expects two inputs: the first is the image to be masked, and the second is the mask to use.  An optional argument to `SetMask` allows for reversing the order of the arguments.  By default, `preproc` uses `NaN` (the `float` value that's \"not a number\") as the mask value, but this too can be modified with arguments to `GetMask` and `SetMask`.\n",
    "\n",
    "For imagery labels and for data types beyond imagery, the `preproc.labels` module contains classes for working with vector labels and other data in GeoPandas."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Epilogue"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The classes in the preprocessing library can be used in different ways.  They can be used one-at-a-time within a traditional (\"imperative\") program, like this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Read in an image, and store it in the variable 'myimage'\n",
    "myimage = image.LoadImage(os.path.join(datadir, 'ms1.tif'))()\n",
    "\n",
    "#Now resize the image, and store the result in a different variable\n",
    "mythumbnail = (myimage * image.Resize(50,50))()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(Note the empty parentheses at the end of each line -- these lines instantiate an object and call it immediately.)\n",
    "\n",
    "But these classes are more powerful when they are attached to each other to build up more complicated workflows.  That can be done by defining a one-time-use object:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "thumbnail_pipeline = image.LoadImage(os.path.join(datadir, 'ms1.tif')) \\\n",
    "    * image.Resize(50,50)\n",
    "mythumbnail = thumbnail_pipeline()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Or by defining a reusable class:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Thumbnail(pipesegment.PipeSegment):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        load = image.LoadImage(os.path.join(datadir, 'ms1.tif'))\n",
    "        size = image.Resize(50,50)\n",
    "        self.feeder = load * size\n",
    "thumbnail_pipeline = Thumbnail()\n",
    "mythumbnail = thumbnail_pipeline()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By defining a workflow, the program takes care of details like figuring out the order in which to do the different calculations and remembering where each intermediate result is stored.  To see what the program is actually doing when the instance is called, replace `mythumbnail = thumbnail_pipeline()` with `mythumbnail = thumbnail_pipeline(verbose=1)`.  Or set the `verbose` argument to 2 or 3 for additional information.  This is useful for debugging."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, this tutorial has focused on creating new capabilities by combining and using the library's existing classes.  For capabilities that can't be built out of the existing `preproc` classes, one can create a new class directly from the `PipeSegment` base class.  The new class should be given a `transform` method that takes some input, does a calculation, and returns some output.  The whole `preproc` source code is mostly classes of this type and is a ready source of examples.\n",
    "\n",
    "For completeness, here's a short example.  This class takes a string as input and returns the string in all capital letters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'THANKS FOR READING!'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "class Uppercase(pipesegment.PipeSegment):\n",
    "    def transform(self, pin):\n",
    "        return pin.upper()\n",
    "\n",
    "(pipesegment.LoadSegment('Thanks for reading!') * Uppercase())()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
